Profile Report - Inspections

Dataset statistics

Number of variables	27
Number of observations	27243
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.6 MiB
Average record size in memory	216.0 B

Variable types

Numeric	18
Categorical	9

Alerts

`FV_DATE` has a high cardinality: 342 distinct values	High cardinality
`VISIT_CODE` has a high cardinality: 27243 distinct values	High cardinality
`WP_NAME` has a high cardinality: 18718 distinct values	High cardinality
`WP_ADDRESS` has a high cardinality: 22266 distinct values	High cardinality
`NAICS.DESCR` has a high cardinality: 636 distinct values	High cardinality
`NAICS` is highly correlated with `HIC_Rate` and 1 other fields	High correlation
`Total_Claims` is highly correlated with `Fracture` and 7 other fields	High correlation
`Fracture` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`Low_Back` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`Shoulder` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`HIC_Total` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`HIC_Rate` is highly correlated with `NAICS` and 1 other fields	High correlation
`Emp_15plus` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`Emp_15.24` is highly correlated with `Total_Claims` and 8 other fields	High correlation
`EmpPer_1524` is highly correlated with `Emp_15.24` and 1 other fields	High correlation
`Emp_25.54` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`EmpPer_2554` is highly correlated with `NAICS` and 2 other fields	High correlation
`Emp_55plus` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`EmpPer_55plus` is highly correlated with `EmpPer_1524`	High correlation
`NAICS` is highly correlated with `HIC_Rate`	High correlation
`Total_Claims` is highly correlated with `Fracture` and 8 other fields	High correlation
`Fracture` is highly correlated with `Total_Claims` and 3 other fields	High correlation
`Low_Back` is highly correlated with `Total_Claims` and 8 other fields	High correlation
`Shoulder` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`HIC_Total` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`HIC_Rate` is highly correlated with `NAICS` and 6 other fields	High correlation
`Emp_15plus` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`Emp_15.24` is highly correlated with `Total_Claims` and 9 other fields	High correlation
`EmpPer_1524` is highly correlated with `Emp_15.24` and 2 other fields	High correlation
`Emp_25.54` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`EmpPer_2554` is highly correlated with `Emp_15.24` and 2 other fields	High correlation
`Emp_55plus` is highly correlated with `Total_Claims` and 7 other fields	High correlation
`EmpPer_55plus` is highly correlated with `EmpPer_1524` and 1 other fields	High correlation
`NAICS` is highly correlated with `EmpPer_2554`	High correlation
`Total_Claims` is highly correlated with `Fracture` and 6 other fields	High correlation
`Fracture` is highly correlated with `Total_Claims` and 3 other fields	High correlation
`Low_Back` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`Shoulder` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`HIC_Total` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`Emp_15plus` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`Emp_15.24` is highly correlated with `Emp_15plus` and 4 other fields	High correlation
`EmpPer_1524` is highly correlated with `Emp_15.24` and 1 other fields	High correlation
`Emp_25.54` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`EmpPer_2554` is highly correlated with `NAICS` and 1 other fields	High correlation
`Emp_55plus` is highly correlated with `Total_Claims` and 6 other fields	High correlation
`EmpPer_55plus` is highly correlated with `EmpPer_1524`	High correlation
`IND` is highly correlated with `IND_Cat` and 1 other fields	High correlation
`IND_Cat` is highly correlated with `IND` and 1 other fields	High correlation
`IND_Name` is highly correlated with `IND` and 1 other fields	High correlation
`WP_ID` is highly correlated with `IND_Name` and 2 other fields	High correlation
`REGION_CODE` is highly correlated with `Total_Claims` and 4 other fields	High correlation
`IND_Name` is highly correlated with `WP_ID` and 16 other fields	High correlation
`IND_Cat` is highly correlated with `IND_Name` and 15 other fields	High correlation
`IND` is highly correlated with `WP_ID` and 16 other fields	High correlation
`NAICS` is highly correlated with `IND_Name` and 15 other fields	High correlation
`Total_Claims` is highly correlated with `REGION_CODE` and 16 other fields	High correlation
`Fracture` is highly correlated with `REGION_CODE` and 16 other fields	High correlation
`Low_Back` is highly correlated with `REGION_CODE` and 16 other fields	High correlation
`Shoulder` is highly correlated with `REGION_CODE` and 16 other fields	High correlation
`HIC_Total` is highly correlated with `REGION_CODE` and 16 other fields	High correlation
`HIC_Rate` is highly correlated with `IND_Name` and 15 other fields	High correlation
`Emp_15plus` is highly correlated with `IND_Name` and 15 other fields	High correlation
`Emp_15.24` is highly correlated with `IND_Name` and 15 other fields	High correlation
`EmpPer_1524` is highly correlated with `WP_ID` and 16 other fields	High correlation
`Emp_25.54` is highly correlated with `IND_Name` and 15 other fields	High correlation
`EmpPer_2554` is highly correlated with `IND_Name` and 15 other fields	High correlation
`Emp_55plus` is highly correlated with `IND_Name` and 15 other fields	High correlation
`EmpPer_55plus` is highly correlated with `IND_Name` and 15 other fields	High correlation
`VISIT_CODE` is uniformly distributed	Uniform
`WP_ADDRESS` is uniformly distributed	Uniform
`VISIT_CODE` has unique values	Unique
`CONTRA_Total` has 9353 (34.3%) zeros	Zeros

Reproduction

Analysis started	2022-07-24 15:36:08.781044
Analysis finished	2022-07-24 15:37:32.092418
Duration	1 minute and 23.31 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

FV_D
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.93583673

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	9
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.509718492
Coefficient of variation (CV)	0.5339988503
Kurtosis	-1.150205379
Mean	15.93583673
Median Absolute Deviation (MAD)	7
Skewness	0.01527951319
Sum	434140
Variance	72.41530881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
16	1050	3.9%
9	1048	3.8%
19	1030	3.8%
15	997	3.7%
25	984	3.6%
17	975	3.6%
18	972	3.6%
11	969	3.6%
8	957	3.5%
5	949	3.5%
Other values (21)	17312	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	557	2.0%
2	683	2.5%
3	791	2.9%
4	931	3.4%
5	949	3.5%
6	816	3.0%
7	897	3.3%
8	957	3.5%
9	1048	3.8%
10	919	3.4%

Value	Count	Frequency (%)
31	399	1.5%
30	914	3.4%
29	827	3.0%
28	833	3.1%
27	776	2.8%
26	948	3.5%
25	984	3.6%
24	923	3.4%
23	903	3.3%
22	823	3.0%

FV_M
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.455309621

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.256311686
Coefficient of variation (CV)	0.5044392721
Kurtosis	-1.102141138
Mean	6.455309621
Median Absolute Deviation (MAD)	3
Skewness	-0.05010313367
Sum	175862
Variance	10.6035658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	2787	10.2%
5	2566	9.4%
9	2560	9.4%
6	2556	9.4%
10	2498	9.2%
8	2365	8.7%
3	2232	8.2%
11	2124	7.8%
1	2121	7.8%
4	2054	7.5%
Other values (2)	3380	12.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2121	7.8%
2	1971	7.2%
3	2232	8.2%
4	2054	7.5%
5	2566	9.4%
6	2556	9.4%
7	2787	10.2%
8	2365	8.7%
9	2560	9.4%
10	2498	9.2%

Value	Count	Frequency (%)
12	1409	5.2%
11	2124	7.8%
10	2498	9.2%
9	2560	9.4%
8	2365	8.7%
7	2787	10.2%
6	2556	9.4%
5	2566	9.4%
4	2054	7.5%
3	2232	8.2%

FV_DATE
Categorical

HIGH CARDINALITY

Distinct	342
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

2019-06-19	198
2019-07-24	169
2019-05-15	167
2019-07-23	159
2019-05-30	158
Other values (337)	26392

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	272430
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	2019-10-23
2nd row	2019-01-08
3rd row	2019-01-16
4th row	2019-01-23
5th row	2019-02-04

Common Values

Value	Count	Frequency (%)
2019-06-19	198	0.7%
2019-07-24	169	0.6%
2019-05-15	167	0.6%
2019-07-23	159	0.6%
2019-05-30	158	0.6%
2019-09-18	156	0.6%
2019-06-18	153	0.6%
2019-05-29	153	0.6%
2019-06-12	152	0.6%
2019-05-08	152	0.6%
Other values (332)	25626	94.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2019-06-19	198	0.7%
2019-07-24	169	0.6%
2019-05-15	167	0.6%
2019-07-23	159	0.6%
2019-05-30	158	0.6%
2019-09-18	156	0.6%
2019-06-18	153	0.6%
2019-05-29	153	0.6%
2019-06-12	152	0.6%
2019-05-08	152	0.6%
Other values (332)	25626	94.1%

Most occurring characters

Value	Count	Frequency (%)
0	61171	22.5%
-	54486	20.0%
1	49972	18.3%
2	41781	15.3%
9	32708	12.0%
3	6096	2.2%
5	5496	2.0%
7	5435	2.0%
6	5370	2.0%
8	5127	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	217944	80.0%
Dash Punctuation	54486	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	61171	28.1%
1	49972	22.9%
2	41781	19.2%
9	32708	15.0%
3	6096	2.8%
5	5496	2.5%
7	5435	2.5%
6	5370	2.5%
8	5127	2.4%
4	4788	2.2%

Dash Punctuation

Value	Count	Frequency (%)
-	54486	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272430	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	61171	22.5%
-	54486	20.0%
1	49972	18.3%
2	41781	15.3%
9	32708	12.0%
3	6096	2.2%
5	5496	2.0%
7	5435	2.0%
6	5370	2.0%
8	5127	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272430	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	61171	22.5%
-	54486	20.0%
1	49972	18.3%
2	41781	15.3%
9	32708	12.0%
3	6096	2.2%
5	5496	2.0%
7	5435	2.0%
6	5370	2.0%
8	5127	1.9%

VISIT_CODE
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	27243
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

2019-10-23 2123905	1
2019-11-13 2101587	1
2019-01-22 2056309	1
2019-12-06 2017472	1
2019-07-04 2017472	1
Other values (27238)	27238

Length

Max length	18
Median length	18
Mean length	17.84509782
Min length	13

Characters and Unicode

Total characters	486154
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	27243 ?
Unique (%)	100.0%

Sample

1st row	2019-10-23 2123905
2nd row	2019-01-08 2012482
3rd row	2019-01-16 2055708
4th row	2019-01-23 2056530
5th row	2019-02-04 2058458

Common Values

Value	Count	Frequency (%)
2019-10-23 2123905	1	< 0.1%
2019-11-13 2101587	1	< 0.1%
2019-01-22 2056309	1	< 0.1%
2019-12-06 2017472	1	< 0.1%
2019-07-04 2017472	1	< 0.1%
2019-02-01 2058052	1	< 0.1%
2019-01-22 2056363	1	< 0.1%
2019-01-26 1995423	1	< 0.1%
2019-12-24 2095516	1	< 0.1%
2019-07-04 2050804	1	< 0.1%
Other values (27233)	27233	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2019-06-19	198	0.4%
2019-07-24	169	0.3%
2019-05-15	167	0.3%
2019-07-23	159	0.3%
2019-05-30	158	0.3%
2019-09-18	156	0.3%
2019-06-18	153	0.3%
2019-05-29	153	0.3%
2019-05-08	152	0.3%
2019-07-16	152	0.3%
Other values (24041)	52869	97.0%

Most occurring characters

Value	Count	Frequency (%)
0	89305	18.4%
2	75664	15.6%
1	74959	15.4%
-	54486	11.2%
9	48373	10.0%
	27243	5.6%
3	20143	4.1%
8	20121	4.1%
7	19800	4.1%
5	19351	4.0%
Other values (2)	36709	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	404425	83.2%
Dash Punctuation	54486	11.2%
Space Separator	27243	5.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89305	22.1%
2	75664	18.7%
1	74959	18.5%
9	48373	12.0%
3	20143	5.0%
8	20121	5.0%
7	19800	4.9%
5	19351	4.8%
6	18894	4.7%
4	17815	4.4%

Dash Punctuation

Value	Count	Frequency (%)
-	54486	100.0%

Space Separator

Value	Count	Frequency (%)
	27243	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	486154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	89305	18.4%
2	75664	15.6%
1	74959	15.4%
-	54486	11.2%
9	48373	10.0%
	27243	5.6%
3	20143	4.1%
8	20121	4.1%
7	19800	4.1%
5	19351	4.0%
Other values (2)	36709	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	486154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	89305	18.4%
2	75664	15.6%
1	74959	15.4%
-	54486	11.2%
9	48373	10.0%
	27243	5.6%
3	20143	4.1%
8	20121	4.1%
7	19800	4.1%
5	19351	4.0%
Other values (2)	36709	7.6%

WP_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	23709
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1822659.484

Minimum	27
Maximum	2137200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	27
5-th percentile	89608.1
Q1	1969155.5
median	2064379
Q3	2095160
95-th percentile	2125186.9
Maximum	2137200
Range	2137173
Interquartile range (IQR)	126004.5

Descriptive statistics

Standard deviation	575972.1205
Coefficient of variation (CV)	0.316006432
Kurtosis	3.869230398
Mean	1822659.484
Median Absolute Deviation (MAD)	38485
Skewness	-2.292098749
Sum	4.965471233 × 10¹⁰
Variance	3.317438836 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85170	13	< 0.1%
2044883	9	< 0.1%
2037611	8	< 0.1%
1955536	8	< 0.1%
28196	8	< 0.1%
2026545	8	< 0.1%
94099	8	< 0.1%
2056671	7	< 0.1%
96020	7	< 0.1%
2057115	7	< 0.1%
Other values (23699)	27160	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
136	1	< 0.1%
160	1	< 0.1%
161	1	< 0.1%
187	2	< 0.1%
261	1	< 0.1%
399	1	< 0.1%
497	1	< 0.1%
534	1	< 0.1%
963	1	< 0.1%

Value	Count	Frequency (%)
2137200	1	< 0.1%
2136554	1	< 0.1%
2136515	1	< 0.1%
2136514	1	< 0.1%
2136486	1	< 0.1%
2136403	1	< 0.1%
2136391	1	< 0.1%
2136373	1	< 0.1%
2136369	1	< 0.1%
2136360	1	< 0.1%

WP_NAME
Categorical

HIGH CARDINALITY

Distinct	18718
Distinct (%)	68.7%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

ELLISDON CORPORATION	59
MATTAMY 2000 INC	34
SHOPPERS DRUG MART	33
Tim Hortons	31
Melloul Blamey Construction Inc	29
Other values (18713)	27057

Length

Max length	209
Median length	68
Mean length	22.16356495
Min length	1

Characters and Unicode

Total characters	603802
Distinct characters	63
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15183 ?
Unique (%)	55.7%

Sample

1st row	Solutions CMD
2nd row	D S CONSTRUCTION
3rd row	Foresterie Malloy Inc
4th row	DEBUS DESIGN BUILD
5th row	LANG CONTRACTING

Common Values

Value	Count	Frequency (%)
ELLISDON CORPORATION	59	0.2%
MATTAMY 2000 INC	34	0.1%
SHOPPERS DRUG MART	33	0.1%
Tim Hortons	31	0.1%
Melloul Blamey Construction Inc	29	0.1%
PARK VIEW HOMES	29	0.1%
Fortis Construction Group Inc	28	0.1%
PCL Constructors Canada Inc	27	0.1%
PCL CONSTRUCTORS CANADA INC	26	0.1%
R K Porter General Contracting Inc	26	0.1%
Other values (18708)	26921	98.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
inc	5480	6.2%
construction	3784	4.3%
ltd	3397	3.8%
homes	1971	2.2%
limited	1581	1.8%
roofing	1031	1.2%
s	944	1.1%
contracting	921	1.0%
and	731	0.8%
group	681	0.8%
Other values (14588)	68478	76.9%

Most occurring characters

Value	Count	Frequency (%)
	76709	12.7%
n	27060	4.5%
o	25311	4.2%
e	24896	4.1%
I	21979	3.6%
i	21788	3.6%
C	21746	3.6%
t	21659	3.6%
a	21365	3.5%
N	21072	3.5%
Other values (53)	320217	53.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	265503	44.0%
Lowercase Letter	253799	42.0%
Space Separator	76709	12.7%
Decimal Number	7791	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	27060	10.7%
o	25311	10.0%
e	24896	9.8%
i	21788	8.6%
t	21659	8.5%
a	21365	8.4%
r	20703	8.2%
s	14942	5.9%
c	11628	4.6%
l	11415	4.5%
Other values (16)	53032	20.9%

Uppercase Letter

Value	Count	Frequency (%)
I	21979	8.3%
C	21746	8.2%
N	21072	7.9%
T	19838	7.5%
E	19437	7.3%
R	19294	7.3%
O	19210	7.2%
A	18170	6.8%
S	16710	6.3%
L	15204	5.7%
Other values (16)	72843	27.4%

Decimal Number

Value	Count	Frequency (%)
1	1154	14.8%
2	1109	14.2%
0	1035	13.3%
3	705	9.0%
4	696	8.9%
6	673	8.6%
5	672	8.6%
9	670	8.6%
8	576	7.4%
7	501	6.4%

Space Separator

Value	Count	Frequency (%)
	76709	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	519302	86.0%
Common	84500	14.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	27060	5.2%
o	25311	4.9%
e	24896	4.8%
I	21979	4.2%
i	21788	4.2%
C	21746	4.2%
t	21659	4.2%
a	21365	4.1%
N	21072	4.1%
r	20703	4.0%
Other values (42)	291723	56.2%

Common

Value	Count	Frequency (%)
	76709	90.8%
1	1154	1.4%
2	1109	1.3%
0	1035	1.2%
3	705	0.8%
4	696	0.8%
6	673	0.8%
5	672	0.8%
9	670	0.8%
8	576	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	603802	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	76709	12.7%
n	27060	4.5%
o	25311	4.2%
e	24896	4.1%
I	21979	3.6%
i	21788	3.6%
C	21746	3.6%
t	21659	3.6%
a	21365	3.5%
N	21072	3.5%
Other values (53)	320217	53.0%

WP_ADDRESS
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	22266
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

10 Nova Scotia Avenue (English), Toronto - Toronto - Toronto, ON, CANADA M6K 3C3	29
1 Bass Pro Mills Drive, Vaughan - York - Vaughan, ON, CANADA L4K 5W4	22
2370 Midland Avenue (English), Scarborough - Toronto - Toronto, ON, CANADA M1S 5C6	18
945 GARDINERS Road, Kingston - Frontenac - Kingston, ON, CANADA K7M 7H4	14
912 PINE Street South, TIMMINS, ON, CANADA P4N 2M3	13
Other values (22261)	27147

Length

Max length	178
Median length	156
Mean length	75.39393606
Min length	28

Characters and Unicode

Total characters	2053957
Distinct characters	86
Distinct categories	11 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18966 ?
Unique (%)	69.6%

Sample

1st row	275 Daniel Street, Arnprior - Renfrew - Arnprior, ON, CANADA A0A 1Z0
2nd row	Listowel - Perth - North Perth, ON, CANADA LOT 17, 12, 14, 16, 29, 30 off of Kincard St
3rd row	132 bisson Rang, Sherbrooke Township - Haldimand-Norfolk - Haldimand County, QC, CANADA J0V 1Y0
4th row	199, Stratford - Perth - Stratford, ON, CANADA 199 CAMBRIA STREET
5th row	St. Marys - Perth - St. Marys, ON, CANADA 74 WILSON CRT

Common Values

Value	Count	Frequency (%)
10 Nova Scotia Avenue (English), Toronto - Toronto - Toronto, ON, CANADA M6K 3C3	29	0.1%
1 Bass Pro Mills Drive, Vaughan - York - Vaughan, ON, CANADA L4K 5W4	22	0.1%
2370 Midland Avenue (English), Scarborough - Toronto - Toronto, ON, CANADA M1S 5C6	18	0.1%
945 GARDINERS Road, Kingston - Frontenac - Kingston, ON, CANADA K7M 7H4	14	0.1%
912 PINE Street South, TIMMINS, ON, CANADA P4N 2M3	13	< 0.1%
500 College Street East, Belleville - Hastings - Belleville, ON, CANADA K8N 4Z6	13	< 0.1%
6301 Silver Dart Drive, Mississauga - Peel - Mississauga, ON, CANADA L5P 1B2	12	< 0.1%
1800 Sheppard Avenue (English) East, Toronto - Toronto - Toronto, ON, CANADA M2J 5A7	12	< 0.1%
1 BASS PRO MILLS Drive, Concord - York - Vaughan, ON, CANADA L4K 5W4	12	< 0.1%
1355 Kingston Road, Pickering - Durham - Pickering, ON, CANADA L1V 1B8	11	< 0.1%
Other values (22256)	27087	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	53529	14.7%
on	27311	7.5%
canada	27154	7.5%
street	7533	2.1%
road	7282	2.0%
toronto	7210	2.0%
ottawa	4944	1.4%
english	4169	1.1%
drive	3533	1.0%
mississauga	3378	0.9%
Other values (15002)	217998	59.9%

Most occurring characters

Value	Count	Frequency (%)
	337372	16.4%
A	98190	4.8%
e	94162	4.6%
a	91080	4.4%
o	87898	4.3%
,	82903	4.0%
r	81694	4.0%
t	80146	3.9%
N	76554	3.7%
n	69145	3.4%
Other values (76)	954813	46.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	861845	42.0%
Uppercase Letter	532855	25.9%
Space Separator	337390	16.4%
Decimal Number	170641	8.3%
Other Punctuation	87016	4.2%
Dash Punctuation	55290	2.7%
Open Punctuation	4461	0.2%
Close Punctuation	4452	0.2%
Math Symbol	4	< 0.1%
Modifier Symbol	2	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	98190	18.4%
N	76554	14.4%
C	42503	8.0%
O	40839	7.7%
D	36848	6.9%
S	26011	4.9%
L	23751	4.5%
E	19550	3.7%
R	19482	3.7%
T	18623	3.5%
Other values (17)	130504	24.5%

Lowercase Letter

Value	Count	Frequency (%)
e	94162	10.9%
a	91080	10.6%
o	87898	10.2%
r	81694	9.5%
t	80146	9.3%
n	69145	8.0%
i	54349	6.3%
l	45434	5.3%
s	44267	5.1%
d	32352	3.8%
Other values (17)	181318	21.0%

Other Punctuation

Value	Count	Frequency (%)
,	82903	95.3%
.	2356	2.7%
/	834	1.0%
&	502	0.6%
'	218	0.3%
#	140	0.2%
;	28	< 0.1%
:	13	< 0.1%
"	13	< 0.1%
@	8	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	30601	17.9%
0	23529	13.8%
2	20066	11.8%
5	17312	10.1%
3	16899	9.9%
4	15750	9.2%
6	12895	7.6%
7	12383	7.3%
9	10981	6.4%
8	10225	6.0%

Space Separator

Value	Count	Frequency (%)
	337372	> 99.9%
	18	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	4459	> 99.9%
{	2	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	4450	> 99.9%
}	2	< 0.1%

Math Symbol

Value	Count	Frequency (%)
\|	3	75.0%
+	1	25.0%

Dash Punctuation

Value	Count	Frequency (%)
-	55290	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	2	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1394700	67.9%
Common	659257	32.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	98190	7.0%
e	94162	6.8%
a	91080	6.5%
o	87898	6.3%
r	81694	5.9%
t	80146	5.7%
N	76554	5.5%
n	69145	5.0%
i	54349	3.9%
l	45434	3.3%
Other values (44)	616048	44.2%

Common

Value	Count	Frequency (%)
	337372	51.2%
,	82903	12.6%
-	55290	8.4%
1	30601	4.6%
0	23529	3.6%
2	20066	3.0%
5	17312	2.6%
3	16899	2.6%
4	15750	2.4%
6	12895	2.0%
Other values (22)	46640	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2053932	> 99.9%
None	25	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	337372	16.4%
A	98190	4.8%
e	94162	4.6%
a	91080	4.4%
o	87898	4.3%
,	82903	4.0%
r	81694	4.0%
t	80146	3.9%
N	76554	3.7%
n	69145	3.4%
Other values (73)	954788	46.5%

None

Value	Count	Frequency (%)
	18	72.0%
é	6	24.0%
É	1	4.0%

REGION_CODE
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

L	9755
N	6754
K	4889
P	3110
M	2735

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	27243
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	K
2nd row	K
3rd row	K
4th row	K
5th row	K

Common Values

Value	Count	Frequency (%)
L	9755	35.8%
N	6754	24.8%
K	4889	17.9%
P	3110	11.4%
M	2735	10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
l	9755	35.8%
n	6754	24.8%
k	4889	17.9%
p	3110	11.4%
m	2735	10.0%

Most occurring characters

Value	Count	Frequency (%)
L	9755	35.8%
N	6754	24.8%
K	4889	17.9%
P	3110	11.4%
M	2735	10.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	27243	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	9755	35.8%
N	6754	24.8%
K	4889	17.9%
P	3110	11.4%
M	2735	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27243	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	9755	35.8%
N	6754	24.8%
K	4889	17.9%
P	3110	11.4%
M	2735	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27243	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	9755	35.8%
N	6754	24.8%
K	4889	17.9%
P	3110	11.4%
M	2735	10.0%

IND_Name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

Construction	16731
Service	3611
Other services (except public administration)	1662
Manufacturing	1628
Accommodation and food services	1121
Other values (7)	2490

Length

Max length	45
Median length	12
Mean length	16.3952575
Min length	7

Characters and Unicode

Total characters	446656
Distinct characters	37
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Construction
2nd row	Construction
3rd row	Agriculture, forestry, fishing and hunting
4th row	Construction
5th row	Construction

Common Values

Value	Count	Frequency (%)
Construction	16731	61.4%
Service	3611	13.3%
Other services (except public administration)	1662	6.1%
Manufacturing	1628	6.0%
Accommodation and food services	1121	4.1%
Mining, quarrying, and oil and gas extraction	979	3.6%
Health care and social assistance	818	3.0%
Transportation and warehousing	279	1.0%
Public administration	168	0.6%
Agriculture, forestry, fishing and hunting	118	0.4%
Other values (2)	128	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
construction	16731	35.1%
and	4294	9.0%
service	3611	7.6%
services	2860	6.0%
public	1830	3.8%
administration	1830	3.8%
other	1662	3.5%
except	1662	3.5%
manufacturing	1628	3.4%
accommodation	1121	2.4%
Other values (18)	10446	21.9%

Most occurring characters

Value	Count	Frequency (%)
n	51795	11.6%
t	47880	10.7%
o	44705	10.0%
i	41062	9.2%
c	34192	7.7%
r	33386	7.5%
s	29377	6.6%
u	23506	5.3%
e	21927	4.9%
	20432	4.6%
Other values (27)	98394	22.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	393463	88.1%
Uppercase Letter	27243	6.1%
Space Separator	20432	4.6%
Other Punctuation	2194	0.5%
Close Punctuation	1662	0.4%
Open Punctuation	1662	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	51795	13.2%
t	47880	12.2%
o	44705	11.4%
i	41062	10.4%
c	34192	8.7%
r	33386	8.5%
s	29377	7.5%
u	23506	6.0%
e	21927	5.6%
a	20349	5.2%
Other values (13)	45284	11.5%

Uppercase Letter

Value	Count	Frequency (%)
C	16731	61.4%
S	3611	13.3%
M	2607	9.6%
O	1662	6.1%
A	1239	4.5%
H	818	3.0%
T	279	1.0%
P	168	0.6%
E	77	0.3%
U	51	0.2%

Space Separator

Value	Count	Frequency (%)
	20432	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2194	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1662	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1662	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	420706	94.2%
Common	25950	5.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	51795	12.3%
t	47880	11.4%
o	44705	10.6%
i	41062	9.8%
c	34192	8.1%
r	33386	7.9%
s	29377	7.0%
u	23506	5.6%
e	21927	5.2%
a	20349	4.8%
Other values (23)	72527	17.2%

Common

Value	Count	Frequency (%)
	20432	78.7%
,	2194	8.5%
)	1662	6.4%
(	1662	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	446656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	51795	11.6%
t	47880	10.7%
o	44705	10.0%
i	41062	9.2%
c	34192	7.7%
r	33386	7.5%
s	29377	6.6%
u	23506	5.3%
e	21927	4.9%
	20432	4.6%
Other values (27)	98394	22.0%

IND_Cat
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

Goods-producing	19507
Service-producing	7736

Length

Max length	17
Median length	15
Mean length	15.56792571
Min length	15

Characters and Unicode

Total characters	424117
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Goods-producing
2nd row	Goods-producing
3rd row	Goods-producing
4th row	Goods-producing
5th row	Goods-producing

Common Values

Value	Count	Frequency (%)
Goods-producing	19507	71.6%
Service-producing	7736	28.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
goods-producing	19507	71.6%
service-producing	7736	28.4%

Most occurring characters

Value	Count	Frequency (%)
o	66257	15.6%
d	46750	11.0%
r	34979	8.2%
c	34979	8.2%
i	34979	8.2%
-	27243	6.4%
p	27243	6.4%
u	27243	6.4%
n	27243	6.4%
g	27243	6.4%
Other values (5)	69958	16.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	369631	87.2%
Dash Punctuation	27243	6.4%
Uppercase Letter	27243	6.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	66257	17.9%
d	46750	12.6%
r	34979	9.5%
c	34979	9.5%
i	34979	9.5%
p	27243	7.4%
u	27243	7.4%
n	27243	7.4%
g	27243	7.4%
s	19507	5.3%
Other values (2)	23208	6.3%

Uppercase Letter

Value	Count	Frequency (%)
G	19507	71.6%
S	7736	28.4%

Dash Punctuation

Value	Count	Frequency (%)
-	27243	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396874	93.6%
Common	27243	6.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	66257	16.7%
d	46750	11.8%
r	34979	8.8%
c	34979	8.8%
i	34979	8.8%
p	27243	6.9%
u	27243	6.9%
n	27243	6.9%
g	27243	6.9%
G	19507	4.9%
Other values (4)	50451	12.7%

Common

Value	Count	Frequency (%)
-	27243	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	424117	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	66257	15.6%
d	46750	11.0%
r	34979	8.2%
c	34979	8.2%
i	34979	8.2%
-	27243	6.4%
p	27243	6.4%
u	27243	6.4%
n	27243	6.4%
g	27243	6.4%
Other values (5)	69958	16.5%

IND
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

23	16731
Multiple	3611
81	1662
31-33	1628
72	1121
Other values (7)	2490

Length

Max length	8
Median length	2
Mean length	3.005285761
Min length	2

Characters and Unicode

Total characters	81873
Distinct characters	16
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	23
2nd row	23
3rd row	11
4th row	23
5th row	23

Common Values

Value	Count	Frequency (%)
23	16731	61.4%
Multiple	3611	13.3%
81	1662	6.1%
31-33	1628	6.0%
72	1121	4.1%
21	979	3.6%
62	818	3.0%
48-49	279	1.0%
91	168	0.6%
11	118	0.4%
Other values (2)	128	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
23	16731	61.4%
multiple	3611	13.3%
81	1662	6.1%
31-33	1628	6.0%
72	1121	4.1%
21	979	3.6%
62	818	3.0%
48-49	279	1.0%
91	168	0.6%
11	118	0.4%
Other values (2)	128	0.5%

Most occurring characters

Value	Count	Frequency (%)
3	21615	26.4%
2	19751	24.1%
l	7222	8.8%
1	4750	5.8%
M	3611	4.4%
u	3611	4.4%
t	3611	4.4%
i	3611	4.4%
p	3611	4.4%
e	3611	4.4%
Other values (6)	6869	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	51078	62.4%
Lowercase Letter	25277	30.9%
Uppercase Letter	3611	4.4%
Dash Punctuation	1907	2.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	21615	42.3%
2	19751	38.7%
1	4750	9.3%
8	1941	3.8%
7	1121	2.2%
6	895	1.8%
4	558	1.1%
9	447	0.9%

Lowercase Letter

Value	Count	Frequency (%)
l	7222	28.6%
u	3611	14.3%
t	3611	14.3%
i	3611	14.3%
p	3611	14.3%
e	3611	14.3%

Uppercase Letter

Value	Count	Frequency (%)
M	3611	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1907	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52985	64.7%
Latin	28888	35.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	21615	40.8%
2	19751	37.3%
1	4750	9.0%
8	1941	3.7%
-	1907	3.6%
7	1121	2.1%
6	895	1.7%
4	558	1.1%
9	447	0.8%

Latin

Value	Count	Frequency (%)
l	7222	25.0%
M	3611	12.5%
u	3611	12.5%
t	3611	12.5%
i	3611	12.5%
p	3611	12.5%
e	3611	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	81873	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	21615	26.4%
2	19751	24.1%
l	7222	8.8%
1	4750	5.8%
M	3611	4.4%
u	3611	4.4%
t	3611	4.4%
i	3611	4.4%
p	3611	4.4%
e	3611	4.4%
Other values (6)	6869	8.4%

NAICS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	636
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346990.3042

Minimum	111219
Maximum	914110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	111219
5-th percentile	236110
Q1	236110
median	236220
Q3	444110
95-th percentile	812115
Maximum	914110
Range	802891
Interquartile range (IQR)	208000

Descriptive statistics

Standard deviation	187018.2076
Coefficient of variation (CV)	0.5389724305
Kurtosis	0.9132494721
Mean	346990.3042
Median Absolute Deviation (MAD)	900
Skewness	1.499009755
Sum	9453056858
Variance	3.497580999 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
236110	7827	28.7%
236220	4347	16.0%
238160	996	3.7%
812115	933	3.4%
236210	852	3.1%
237110	594	2.2%
212323	550	2.0%
722512	527	1.9%
238990	514	1.9%
237310	491	1.8%
Other values (626)	9612	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
111219	1	< 0.1%
111330	2	< 0.1%
111412	5	< 0.1%
111419	6	< 0.1%
111421	1	< 0.1%
111422	1	< 0.1%
111910	1	< 0.1%
111995	3	< 0.1%
111999	1	< 0.1%
112110	1	< 0.1%

Value	Count	Frequency (%)
914110	1	< 0.1%
913910	133	0.5%
913190	1	< 0.1%
913150	3	< 0.1%
913140	8	< 0.1%
913130	1	< 0.1%
913110	1	< 0.1%
912910	12	< 0.1%
912140	5	< 0.1%
912130	1	< 0.1%

NAICS.DESCR
Categorical

HIGH CARDINALITY

Distinct	636
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	213.0 KiB

Residential Building Construction	7827
Commercial and Institutional Building Construction	4347
Roofing Contractors	996
Beauty Salons	933
Industrial Building and Structure Construction	852
Other values (631)	12288

Length

Max length	108
Median length	94
Mean length	37.59068385
Min length	7

Characters and Unicode

Total characters	1024083
Distinct characters	58
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	121 ?
Unique (%)	0.4%

Sample

1st row	Industrial Building and Structure Construction
2nd row	Residential Building Construction
3rd row	Contract Logging
4th row	Residential Building Construction
5th row	Residential Building Construction

Common Values

Value	Count	Frequency (%)
Residential Building Construction	7827	28.7%
Commercial and Institutional Building Construction	4347	16.0%
Roofing Contractors	996	3.7%
Beauty Salons	933	3.4%
Industrial Building and Structure Construction	852	3.1%
Water and Sewer Line and Related Structures Construction	594	2.2%
Sand and Gravel Mining and Quarrying	550	2.0%
Limited-service eating places	527	1.9%
All Other Specialty Trade Contractors	514	1.9%
Highway, Street and Bridge Construction	491	1.8%
Other values (626)	9612	35.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
construction	14615	13.0%
building	13257	11.8%
and	13022	11.6%
residential	7963	7.1%
commercial	4463	4.0%
institutional	4349	3.9%
other	3210	2.9%
contractors	2222	2.0%
stores	1980	1.8%
all	1865	1.7%
Other values (892)	45546	40.5%

Most occurring characters

Value	Count	Frequency (%)
	109345	10.7%
i	99871	9.8%
n	98673	9.6%
t	85275	8.3%
e	66544	6.5%
o	61352	6.0%
a	58866	5.7%
r	56665	5.5%
l	49220	4.8%
u	47408	4.6%
Other values (48)	290864	28.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	817148	79.8%
Space Separator	109345	10.7%
Uppercase Letter	93121	9.1%
Other Punctuation	1675	0.2%
Dash Punctuation	1330	0.1%
Close Punctuation	732	0.1%
Open Punctuation	732	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	99871	12.2%
n	98673	12.1%
t	85275	10.4%
e	66544	8.1%
o	61352	7.5%
a	58866	7.2%
r	56665	6.9%
l	49220	6.0%
u	47408	5.8%
s	47347	5.8%
Other values (16)	145927	17.9%

Uppercase Letter

Value	Count	Frequency (%)
C	24436	26.2%
B	15321	16.5%
R	10917	11.7%
S	10176	10.9%
I	5564	6.0%
M	4044	4.3%
O	3388	3.6%
A	3100	3.3%
P	3075	3.3%
L	2053	2.2%
Other values (15)	11047	11.9%

Other Punctuation

Value	Count	Frequency (%)
,	1532	91.5%
'	133	7.9%
.	10	0.6%

Space Separator

Value	Count	Frequency (%)
	109345	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1330	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	732	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	732	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	910269	88.9%
Common	113814	11.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	99871	11.0%
n	98673	10.8%
t	85275	9.4%
e	66544	7.3%
o	61352	6.7%
a	58866	6.5%
r	56665	6.2%
l	49220	5.4%
u	47408	5.2%
s	47347	5.2%
Other values (41)	239048	26.3%

Common

Value	Count	Frequency (%)
	109345	96.1%
,	1532	1.3%
-	1330	1.2%
)	732	0.6%
(	732	0.6%
'	133	0.1%
.	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1024083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	109345	10.7%
i	99871	9.8%
n	98673	9.6%
t	85275	8.3%
e	66544	6.5%
o	61352	6.0%
a	58866	5.7%
r	56665	5.5%
l	49220	4.8%
u	47408	4.6%
Other values (48)	290864	28.4%

CONTRA_Total
Real number (ℝ_≥0)

ZEROS

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.625775429

Minimum	0
Maximum	46
Zeros	9353
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	9
Maximum	46
Range	46
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.301492458
Coefficient of variation (CV)	1.257339993
Kurtosis	9.763755324
Mean	2.625775429
Median Absolute Deviation (MAD)	2
Skewness	2.298305909
Sum	71534
Variance	10.89985245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	9353	34.3%
1	3777	13.9%
2	3631	13.3%
3	2706	9.9%
4	2190	8.0%
5	1469	5.4%
6	1145	4.2%
7	767	2.8%
8	586	2.2%
9	412	1.5%
Other values (29)	1207	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9353	34.3%
1	3777	13.9%
2	3631	13.3%
3	2706	9.9%
4	2190	8.0%
5	1469	5.4%
6	1145	4.2%
7	767	2.8%
8	586	2.2%
9	412	1.5%

Value	Count	Frequency (%)
46	1	< 0.1%
42	1	< 0.1%
41	1	< 0.1%
40	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
31	1	< 0.1%
30	2	< 0.1%
29	1	< 0.1%

Total_Claims
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	57
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1455.598245

Minimum	8
Maximum	5514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	8
5-th percentile	96.3
Q1	652
median	1309
Q3	1541
95-th percentile	3408
Maximum	5514
Range	5506
Interquartile range (IQR)	889

Descriptive statistics

Standard deviation	1224.028472
Coefficient of variation (CV)	0.8409109283
Kurtosis	3.550927794
Mean	1455.598245
Median Absolute Deviation (MAD)	358
Skewness	1.831041934
Sum	39654863
Variance	1498245.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1541	5915	21.7%
1309	3947	14.5%
951	3496	12.8%
379	1810	6.6%
652	1587	5.8%
5514	1337	4.9%
3408	908	3.3%
485	818	3.0%
3052	697	2.6%
2455	523	1.9%
Other values (47)	6205	22.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
9	5	< 0.1%
11	97	0.4%
14	65	0.2%
22	141	0.5%
27	199	0.7%
39	26	0.1%
45	438	1.6%
47	1	< 0.1%
69	346	1.3%

Value	Count	Frequency (%)
5514	1337	4.9%
3408	908	3.3%
3318	423	1.6%
3052	697	2.6%
2508	521	1.9%
2455	523	1.9%
2429	242	0.9%
2027	153	0.6%
1917	89	0.3%
1659	319	1.2%

Fracture
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	44
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144.9931726

Minimum	1
Maximum	339
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	67
median	180
Q3	207
95-th percentile	289
Maximum	339
Range	338
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	86.17112406
Coefficient of variation (CV)	0.5943115978
Kurtosis	-0.49210857
Mean	144.9931726
Median Absolute Deviation (MAD)	47
Skewness	0.09728771286
Sum	3950049
Variance	7425.462621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
207	5915	21.7%
180	3947	14.5%
133	3496	12.8%
40	1786	6.6%
86	1676	6.2%
339	1337	4.9%
203	908	3.3%
35	818	3.0%
289	697	2.6%
7	569	2.1%
Other values (34)	6094	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	102	0.4%
2	406	1.5%
3	35	0.1%
5	380	1.4%
6	38	0.1%
7	569	2.1%
8	329	1.2%
9	21	0.1%
10	169	0.6%
12	38	0.1%

Value	Count	Frequency (%)
339	1337	4.9%
289	697	2.6%
207	5915	21.7%
203	908	3.3%
202	423	1.6%
191	523	1.9%
190	153	0.6%
180	3947	14.5%
164	521	1.9%
133	3496	12.8%

Low_Back
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	51
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.2737951

Minimum	2
Maximum	820
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	2
5-th percentile	14
Q1	109
median	184
Q3	220
95-th percentile	515
Maximum	820
Range	818
Interquartile range (IQR)	111

Descriptive statistics

Standard deviation	184.3288804
Coefficient of variation (CV)	0.8406334204
Kurtosis	3.199336593
Mean	219.2737951
Median Absolute Deviation (MAD)	41
Skewness	1.797868462
Sum	5973676
Variance	33977.13614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
220	5915	21.7%
184	3947	14.5%
143	3496	12.8%
67	1786	6.6%
109	1587	5.8%
820	1337	4.9%
515	908	3.3%
70	818	3.0%
481	697	2.6%
408	523	1.9%
Other values (41)	6229	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	163	0.6%
3	141	0.5%
4	204	0.7%
5	438	1.6%
8	26	0.1%
9	3	< 0.1%
11	372	1.4%
12	1	< 0.1%
13	12	< 0.1%
14	34	0.1%

Value	Count	Frequency (%)
820	1337	4.9%
515	908	3.3%
490	242	0.9%
481	697	2.6%
463	423	1.6%
408	523	1.9%
401	521	1.9%
343	153	0.6%
306	319	1.2%
299	89	0.3%

Shoulder
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	43
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.6569761

Minimum	0
Maximum	331
Zeros	163
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	45
median	88
Q3	94
95-th percentile	205
Maximum	331
Range	331
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	74.12469415
Coefficient of variation (CV)	0.8360841685
Kurtosis	3.233037589
Mean	88.6569761
Median Absolute Deviation (MAD)	34
Skewness	1.725068858
Sum	2415282
Variance	5494.470283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
94	5915	21.7%
88	3947	14.5%
22	3501	12.9%
54	3496	12.8%
331	1337	4.9%
205	908	3.3%
45	818	3.0%
201	697	2.6%
3	579	2.1%
148	523	1.9%
Other values (33)	5522	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	163	0.6%
1	65	0.2%
2	199	0.7%
3	579	2.1%
4	13	< 0.1%
5	405	1.5%
6	3	< 0.1%
7	182	0.7%
10	60	0.2%
11	89	0.3%

Value	Count	Frequency (%)
331	1337	4.9%
205	908	3.3%
201	697	2.6%
170	242	0.9%
159	423	1.6%
150	89	0.3%
148	523	1.9%
145	153	0.6%
140	521	1.9%
121	319	1.2%

HIC_Total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	53
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	452.9239438

Minimum	3
Maximum	1490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	3
5-th percentile	25
Q1	217
median	452
Q3	521
95-th percentile	971
Maximum	1490
Range	1487
Interquartile range (IQR)	304

Descriptive statistics

Standard deviation	331.2450586
Coefficient of variation (CV)	0.7313480842
Kurtosis	2.428709876
Mean	452.9239438
Median Absolute Deviation (MAD)	122
Skewness	1.414642387
Sum	12339007
Variance	109723.2888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521	5915	21.7%
452	3947	14.5%
330	3496	12.8%
129	1786	6.6%
217	1587	5.8%
1490	1337	4.9%
923	908	3.3%
150	818	3.0%
971	697	2.6%
747	523	1.9%
Other values (43)	6229	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	97	0.4%
4	66	0.2%
6	5	< 0.1%
8	340	1.2%
12	26	0.1%
15	438	1.6%
19	1	< 0.1%
20	34	0.1%
21	346	1.3%
22	3	< 0.1%

Value	Count	Frequency (%)
1490	1337	4.9%
971	697	2.6%
923	908	3.3%
824	423	1.6%
747	523	1.9%
737	242	0.9%
705	521	1.9%
678	153	0.6%
535	89	0.3%
521	5915	21.7%

HIC_Rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3250559777

Minimum	0.19
Maximum	0.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	0.19
5-th percentile	0.27
Q1	0.31
median	0.34
Q3	0.35
95-th percentile	0.35
Maximum	0.67
Range	0.48
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.02924369684
Coefficient of variation (CV)	0.08996511016
Kurtosis	4.203522498
Mean	0.3250559777
Median Absolute Deviation (MAD)	0.01
Skewness	-0.8745670506
Sum	8855.5
Variance	0.0008551938049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0.34	7701	28.3%
0.35	7487	27.5%
0.33	3025	11.1%
0.27	2443	9.0%
0.3	1987	7.3%
0.31	1389	5.1%
0.28	942	3.5%
0.32	814	3.0%
0.29	720	2.6%
0.25	439	1.6%
Other values (11)	296	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.19	34	0.1%
0.2	38	0.1%
0.22	38	0.1%
0.23	6	< 0.1%
0.25	439	1.6%
0.26	12	< 0.1%
0.27	2443	9.0%
0.28	942	3.5%
0.29	720	2.6%
0.3	1987	7.3%

Value	Count	Frequency (%)
0.67	5	< 0.1%
0.5	1	< 0.1%
0.4	1	< 0.1%
0.38	4	< 0.1%
0.37	16	0.1%
0.36	141	0.5%
0.35	7487	27.5%
0.34	7701	28.3%
0.33	3025	11.1%
0.32	814	3.0%

Emp_15plus
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	907.3963036

Minimum	29.5
Maximum	3400.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	29.5
5-th percentile	298.8
Q1	540
median	540
Q3	540
95-th percentile	3400.8
Maximum	3400.8
Range	3371.3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	987.5022504
Coefficient of variation (CV)	1.088281103
Kurtosis	2.436683835
Mean	907.3963036
Median Absolute Deviation (MAD)	0
Skewness	2.055902782
Sum	24720197.5
Variance	975160.6946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
540	16731	61.4%
3400.8	3611	13.3%
298.8	1662	6.1%
761.5	1628	6.0%
448.9	1121	4.1%
29.5	979	3.6%
900.5	818	3.0%
395.7	279	1.0%
373	168	0.6%
1547.4	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.5	979	3.6%
55.6	51	0.2%
298.8	1662	6.1%
373	168	0.6%
395.7	279	1.0%
448.9	1121	4.1%
540	16731	61.4%
540.8	77	0.3%
761.5	1628	6.0%
900.5	818	3.0%

Value	Count	Frequency (%)
3400.8	3611	13.3%
1547.4	118	0.4%
900.5	818	3.0%
761.5	1628	6.0%
540.8	77	0.3%
540	16731	61.4%
448.9	1121	4.1%
395.7	279	1.0%
373	168	0.6%
298.8	1662	6.1%

Emp_15.24
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	141.5604669

Minimum	1.9
Maximum	670.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	1.9
5-th percentile	26.2
Q1	58.5
median	58.5
Q3	62.5
95-th percentile	670.8
Maximum	670.8
Range	668.9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	209.196128
Coefficient of variation (CV)	1.477786366
Kurtosis	2.46234693
Mean	141.5604669
Median Absolute Deviation (MAD)	0
Skewness	2.07985624
Sum	3856531.8
Variance	43763.01998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
58.5	16731	61.4%
670.8	3611	13.3%
26.2	1662	6.1%
62.5	1628	6.0%
190.8	1121	4.1%
1.9	979	3.6%
74.5	818	3.0%
26.8	279	1.0%
24.4	168	0.6%
149.6	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.9	979	3.6%
3.5	51	0.2%
24.4	168	0.6%
26.2	1662	6.1%
26.8	279	1.0%
53.5	77	0.3%
58.5	16731	61.4%
62.5	1628	6.0%
74.5	818	3.0%
149.6	118	0.4%

Value	Count	Frequency (%)
670.8	3611	13.3%
190.8	1121	4.1%
149.6	118	0.4%
74.5	818	3.0%
62.5	1628	6.0%
58.5	16731	61.4%
53.5	77	0.3%
26.8	279	1.0%
26.2	1662	6.1%
24.4	168	0.6%

EmpPer_1524
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.71043277

Minimum	6.29
Maximum	42.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	6.29
5-th percentile	6.77
Q1	10.83
median	10.83
Q3	10.83
95-th percentile	19.72
Maximum	42.5
Range	36.21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.078146848
Coefficient of variation (CV)	0.5568769353
Kurtosis	10.09620452
Mean	12.71043277
Median Absolute Deviation (MAD)	0
Skewness	3.114717461
Sum	346270.32
Variance	50.10016281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10.83	16731	61.4%
19.72	3611	13.3%
8.77	1662	6.1%
8.21	1628	6.0%
42.5	1121	4.1%
6.44	979	3.6%
8.27	818	3.0%
6.77	279	1.0%
6.54	168	0.6%
9.67	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.29	51	0.2%
6.44	979	3.6%
6.54	168	0.6%
6.77	279	1.0%
8.21	1628	6.0%
8.27	818	3.0%
8.77	1662	6.1%
9.67	118	0.4%
9.89	77	0.3%
10.83	16731	61.4%

Value	Count	Frequency (%)
42.5	1121	4.1%
19.72	3611	13.3%
10.83	16731	61.4%
9.89	77	0.3%
9.67	118	0.4%
8.77	1662	6.1%
8.27	818	3.0%
8.21	1628	6.0%
6.77	279	1.0%
6.54	168	0.6%

Emp_25.54
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	574.2859377

Minimum	22.1
Maximum	2048.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	22.1
5-th percentile	200.4
Q1	362.5
median	362.5
Q3	362.5
95-th percentile	2048.9
Maximum	2048.9
Range	2026.8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	586.7789897
Coefficient of variation (CV)	1.021754062
Kurtosis	2.346646996
Mean	574.2859377
Median Absolute Deviation (MAD)	0
Skewness	2.016822919
Sum	15645271.8
Variance	344309.5828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
362.5	16731	61.4%
2048.9	3611	13.3%
200.4	1662	6.1%
497.5	1628	6.0%
205.4	1121	4.1%
22.1	979	3.6%
633.5	818	3.0%
263.6	279	1.0%
274.2	168	0.6%
1002.7	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.1	979	3.6%
43	51	0.2%
200.4	1662	6.1%
205.4	1121	4.1%
263.6	279	1.0%
274.2	168	0.6%
362.5	16731	61.4%
370.1	77	0.3%
497.5	1628	6.0%
633.5	818	3.0%

Value	Count	Frequency (%)
2048.9	3611	13.3%
1002.7	118	0.4%
633.5	818	3.0%
497.5	1628	6.0%
370.1	77	0.3%
362.5	16731	61.4%
274.2	168	0.6%
263.6	279	1.0%
205.4	1121	4.1%
200.4	1662	6.1%

EmpPer_2554
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.6509775

Minimum	45.76
Maximum	77.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	45.76
5-th percentile	60.25
Q1	67.07
median	67.13
Q3	67.13
95-th percentile	70.35
Maximum	77.34
Range	31.58
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	5.103139115
Coefficient of variation (CV)	0.07773135008
Kurtosis	7.17034357
Mean	65.6509775
Median Absolute Deviation (MAD)	0
Skewness	-2.293555519
Sum	1788529.58
Variance	26.04202883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
67.13	16731	61.4%
60.25	3611	13.3%
67.07	1662	6.1%
65.33	1628	6.0%
45.76	1121	4.1%
74.92	979	3.6%
70.35	818	3.0%
66.62	279	1.0%
73.51	168	0.6%
64.8	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45.76	1121	4.1%
60.25	3611	13.3%
64.8	118	0.4%
65.33	1628	6.0%
66.62	279	1.0%
67.07	1662	6.1%
67.13	16731	61.4%
68.44	77	0.3%
70.35	818	3.0%
73.51	168	0.6%

Value	Count	Frequency (%)
77.34	51	0.2%
74.92	979	3.6%
73.51	168	0.6%
70.35	818	3.0%
68.44	77	0.3%
67.13	16731	61.4%
67.07	1662	6.1%
66.62	279	1.0%
65.33	1628	6.0%
64.8	118	0.4%

Emp_55plus
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	191.5453841

Minimum	5.4
Maximum	681.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	5.4
5-th percentile	52.6
Q1	119
median	119
Q3	119
95-th percentile	681.1
Maximum	681.1
Range	675.7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	195.7759214
Coefficient of variation (CV)	1.022086344
Kurtosis	2.250821843
Mean	191.5453841
Median Absolute Deviation (MAD)	0
Skewness	1.982974251
Sum	5218270.9
Variance	38328.21138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
119	16731	61.4%
681.1	3611	13.3%
72.3	1662	6.1%
201.6	1628	6.0%
52.6	1121	4.1%
5.4	979	3.6%
192.5	818	3.0%
105.2	279	1.0%
74.5	168	0.6%
393.1	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.4	979	3.6%
9.2	51	0.2%
52.6	1121	4.1%
72.3	1662	6.1%
74.5	168	0.6%
105.2	279	1.0%
117.2	77	0.3%
119	16731	61.4%
192.5	818	3.0%
201.6	1628	6.0%

Value	Count	Frequency (%)
681.1	3611	13.3%
393.1	118	0.4%
201.6	1628	6.0%
192.5	818	3.0%
119	16731	61.4%
117.2	77	0.3%
105.2	279	1.0%
74.5	168	0.6%
72.3	1662	6.1%
52.6	1121	4.1%

EmpPer_55plus
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.62863818

Minimum	11.72
Maximum	26.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	213.0 KiB

Quantile statistics

Minimum	11.72
5-th percentile	18.31
Q1	21.67
median	22.04
Q3	22.04
95-th percentile	26.47
Maximum	26.59
Range	14.87
Interquartile range (IQR)	0.37

Descriptive statistics

Standard deviation	2.657727615
Coefficient of variation (CV)	0.1228800257
Kurtosis	5.936274535
Mean	21.62863818
Median Absolute Deviation (MAD)	0
Skewness	-1.748207059
Sum	589228.99
Variance	7.063516074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
22.04	16731	61.4%
20.03	3611	13.3%
24.2	1662	6.1%
26.47	1628	6.0%
11.72	1121	4.1%
18.31	979	3.6%
21.38	818	3.0%
26.59	279	1.0%
19.97	168	0.6%
25.4	118	0.4%
Other values (2)	128	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.72	1121	4.1%
16.55	51	0.2%
18.31	979	3.6%
19.97	168	0.6%
20.03	3611	13.3%
21.38	818	3.0%
21.67	77	0.3%
22.04	16731	61.4%
24.2	1662	6.1%
25.4	118	0.4%

Value	Count	Frequency (%)
26.59	279	1.0%
26.47	1628	6.0%
25.4	118	0.4%
24.2	1662	6.1%
22.04	16731	61.4%
21.67	77	0.3%
21.38	818	3.0%
20.03	3611	13.3%
19.97	168	0.6%
18.31	979	3.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	FV_D	FV_M	FV_DATE	VISIT_CODE	WP_ID	WP_NAME	WP_ADDRESS	REGION_CODE	IND_Name	IND_Cat	IND	NAICS	NAICS.DESCR	CONTRA_Total	Total_Claims	Fracture	Low_Back	Shoulder	HIC_Total	HIC_Rate	Emp_15plus	Emp_15.24	EmpPer_1524	Emp_25.54	EmpPer_2554	Emp_55plus	EmpPer_55plus
0	23	10	2019-10-23	2019-10-23 2123905	2123905	Solutions CMD	275 Daniel Street, Arnprior - Renfrew - Arnprior, ON, CANADA A0A 1Z0	K	Construction	Goods-producing	23	236210	Industrial Building and Structure Construction	2	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
1	8	1	2019-01-08	2019-01-08 2012482	2012482	D S CONSTRUCTION	Listowel - Perth - North Perth, ON, CANADA LOT 17, 12, 14, 16, 29, 30 off of Kincard St	K	Construction	Goods-producing	23	236110	Residential Building Construction	1	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
2	16	1	2019-01-16	2019-01-16 2055708	2055708	Foresterie Malloy Inc	132 bisson Rang, Sherbrooke Township - Haldimand-Norfolk - Haldimand County, QC, CANADA J0V 1Y0	K	Agriculture, forestry, fishing and hunting	Goods-producing	11	113312	Contract Logging	0	208	28	29	15	72	0.35	1547.4	149.6	9.67	1002.7	64.80	393.1	25.40
3	23	1	2019-01-23	2019-01-23 2056530	2056530	DEBUS DESIGN BUILD	199, Stratford - Perth - Stratford, ON, CANADA 199 CAMBRIA STREET	K	Construction	Goods-producing	23	236110	Residential Building Construction	6	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
4	4	2	2019-02-04	2019-02-04 2058458	2058458	LANG CONTRACTING	St. Marys - Perth - St. Marys, ON, CANADA 74 WILSON CRT	K	Construction	Goods-producing	23	236110	Residential Building Construction	5	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
5	13	2	2019-02-13	2019-02-13 2061177	2061177	ALEXANDER HOLMAN	Shakespeare - Perth - Perth East, ON, CANADA LOT 3 WILSON STREET	K	Construction	Goods-producing	23	236110	Residential Building Construction	7	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
6	11	3	2019-03-11	2019-03-11 2066269	2066269	CEDAR ROSE HOMES	Milverton - Perth - Perth East, ON, CANADA LOT 42 REAGAN	K	Construction	Goods-producing	23	236110	Residential Building Construction	5	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
7	1	4	2019-04-01	2019-04-01 2072920	2072920	STROH CUSTOM H0MES	Milverton - Perth - Perth East, ON, CANADA LOT 47 REAGAN STREET	K	Construction	Goods-producing	23	236110	Residential Building Construction	2	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
8	4	6	2019-06-04	2019-06-04 2087091	2087091	KEN KRANTZ	3123, Stratford - Perth - Stratford, ON, CANADA 3123 VIVIAN LINE 37	K	Construction	Goods-producing	23	236110	Residential Building Construction	3	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04
9	4	6	2019-06-04	2019-06-04 2087139	2087139	CEDAR ROSE HOMES	Milverton - Perth - Perth East, ON, CANADA Lot 5 Yost Cresecent	K	Construction	Goods-producing	23	236110	Residential Building Construction	5	951	133	143	54	330	0.35	540.0	58.5	10.83	362.5	67.13	119.0	22.04

Last rows

	FV_D	FV_M	FV_DATE	VISIT_CODE	WP_ID	WP_NAME	WP_ADDRESS	REGION_CODE	IND_Name	IND_Cat	IND	NAICS	NAICS.DESCR	CONTRA_Total	Total_Claims	Fracture	Low_Back	Shoulder	HIC_Total	HIC_Rate	Emp_15plus	Emp_15.24	EmpPer_1524	Emp_25.54	EmpPer_2554	Emp_55plus	EmpPer_55plus
27233	11	9	2019-09-11	2019-09-11 2109845	2109845	JARNEL CONTRACTING LTD	Kenora - Kenora - Kenora, ON, CANADA P9N 4E6	P	Construction	Goods-producing	23	236110	Residential Building Construction	1	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27234	24	11	2019-11-24	2019-11-24 1116743	1116743	WALMART CANADA	24 MIIKANA Way, Kenora - Kenora - Kenora, ON, CANADA P9N 4J1	P	Service	Service-producing	Multiple	452110	Department Stores	4	815	64	124	47	235	0.29	3400.8	670.8	19.72	2048.9	60.25	681.1	20.03
27235	6	11	2019-11-06	2019-11-06 68974	68974	BIRCHWOOD TERRACE	237 LAKEVIEW Drive, Kenora - Kenora - Kenora, ON, CANADA P9N 4J7	P	Health care and social assistance	Service-producing	62	623310	Community Care Facilities for the Elderly	0	831	24	164	50	238	0.29	900.5	74.5	8.27	633.5	70.35	192.5	21.38
27236	6	4	2019-04-06	2019-04-06 1928593	1928593	Emcon Services	20 B ANDERSON Road, Kenora - Kenora - Kenora, ON, CANADA P9N 4J8	P	Construction	Goods-producing	23	237310	Highway, Street and Bridge Construction	2	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27237	24	10	2019-10-24	2019-10-24 2097240	2097240	LMD CONTRACTING 2008 LIMITED	Kenora - Kenora - Kenora, ON, CANADA P9N 4K9	P	Construction	Goods-producing	23	236220	Commercial and Institutional Building Construction	1	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27238	31	3	2019-03-31	2019-03-31 2072963	2072963	CR Construction	145 Rabbit Lake Road, Kenora - Kenora - Kenora, ON, CANADA P9N 4L1	P	Construction	Goods-producing	23	238990	All Other Specialty Trade Contractors	4	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27239	20	2	2019-02-20	2019-02-20 1257877	1257877	CITY OF KENORA PUBLIC WORKS BUILDING	60 FOURTEENTH Street North, Kenora - Kenora - Kenora, ON, CANADA P9N 4M9	P	Construction	Goods-producing	23	236110	Residential Building Construction	0	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27240	4	4	2019-04-04	2019-04-04 1257877	1257877	CITY OF KENORA PUBLIC WORKS BUILDING	60 FOURTEENTH Street North, Kenora - Kenora - Kenora, ON, CANADA P9N 4M9	P	Construction	Goods-producing	23	236110	Residential Building Construction	1	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27241	10	5	2019-05-10	2019-05-10 1257877	1257877	CITY OF KENORA PUBLIC WORKS BUILDING	60 FOURTEENTH Street North, Kenora - Kenora - Kenora, ON, CANADA P9N 4M9	P	Construction	Goods-producing	23	236110	Residential Building Construction	1	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04
27242	7	2	2019-02-07	2019-02-07 1813557	1813557	Neil Fregeau Construction Ltd	16 C Storm Bay Rd, (#60 Fire Rd) Road, Haycock Township - Kenora - Kenora, Unorganized, ON, CANADA P9N 9Z1	P	Construction	Goods-producing	23	236110	Residential Building Construction	1	379	40	67	22	129	0.34	540.0	58.5	10.83	362.5	67.13	119.0	22.04

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Punctuation

Decimal Number

Space Separator

Open Punctuation

Close Punctuation

Math Symbol

Dash Punctuation

Modifier Symbol

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks